BOOL-002 · Boolean Robustness · difficulty 2/5
Two interpenetrating spheres (lens intersection)
sha256:31ab02fd9c41ee20…
§1Prompt verbatim
Intersect two Ø 40 mm spheres whose centres are 25 mm apart along X. Output the lens-shaped intersection as a single watertight solid.
§2Ground-truth spec
shells1
V−E+F2
genus0
watertighttrue
manifoldtrue
acceptance ε±0.02 mm
§3Reference render
canonical reference · drag to orbit, scroll to zoom
Visualisation is rebuilt in-browser from the canonical parametric description. Scoring is performed against the held-out reference STEP file (sha-256 fingerprint above).
§4Per-agent renders
reference + 10 agent outputs · scored against the held-out STEP
vol IoU · BREP · manifold
canonical reference
REFERENCE
canonical · ground truth
1.000100✓
GPT-5 → CadQuery
GPT-5 → CadQuery
OpenAI + CadQuery 2.4
0.8079✓
OpenAI o4 (reasoning) → CadQuery
OpenAI o4 (reasoning) → CadQuery
OpenAI + CadQuery 2.4
0.74611✓
Human Baseline (Mech-E)
Human Baseline (Mech-E)
n=4 senior engineers
0.7298✓
DeepSeek R1 (reasoning) → CadQuery
DeepSeek R1 (reasoning) → CadQuery
DeepSeek + CadQuery 2.4
0.7089✓
Adam (CADcrush)
Adam (CADcrush)
CADcrush
0.7069✓
Zoo Text-to-CAD
Zoo Text-to-CAD
Zoo (KittyCAD)
0.6818✓
CAD-Coder R1
CAD-Coder R1
CAD-Coder Labs (research)
0.61010✗
Claude Sonnet 4.6 → CadQuery
Claude Sonnet 4.6 → CadQuery
Anthropic + CadQuery 2.4
0.5858✗
Claude Opus 4.7 → CadQuery
Claude Opus 4.7 → CadQuery
Anthropic + CadQuery 2.4
0.5848✗
Qwen3 Coder → CadQuery
Qwen3 Coder → CadQuery
Alibaba + CadQuery 2.4
0.54310✗
GPT-5 Mini → OpenSCAD
GPT-5 Mini → OpenSCAD
OpenAI + OpenSCAD 2024.06
0.52412✗
Claude Opus 4.7 → OpenSCAD
Claude Opus 4.7 → OpenSCAD
Anthropic + OpenSCAD 2024.06
0.4930✗
Claude Haiku 4.5 → CadQuery
Claude Haiku 4.5 → CadQuery
Anthropic + CadQuery 2.4
0.47011✗
Llama 3.3 70B → OpenSCAD
Llama 3.3 70B → OpenSCAD
Meta + OpenSCAD 2024.06
0.44812✗
DeepCAD
DeepCAD
Wu et al. 2021 (research)
0.44214✗
Trellis 3D
Trellis 3D
Microsoft Research
0.2310✗
Hunyuan3D-2
Hunyuan3D-2
Tencent
0.19230✗
Spline AI
Spline AI
Spline.design
0.1660✗
no manifold solid produced
Gemini 2.5 Pro → OpenSCAD
Gemini 2.5 Pro → OpenSCAD
Google + OpenSCAD 2024.06
—18✗
no manifold solid produced
Gemini 2.5 Flash → CadQuery
Gemini 2.5 Flash → CadQuery
Google + CadQuery 2.4
—59✗
Each tile is rebuilt from the canonical parametric description and degraded to match the agent's scored profile (tessellation, non-manifold face removal, dimension scale jitter, missing features). Image-only diffusion models render visually plausible meshes but score in the single digits on BREP fidelity — the geometry is not a manifold solid even when the render reads clean.
§5Per-agent metrics
ranked by Vol IoU · same data as the leaderboard, restricted to this task
| Agent | Vol IoU | Watert. | Manif. | Euler-Poincaré Compliance | P@1 | p50 | latency | cost |
|---|---|---|---|---|---|---|---|---|
| GPT-5 → CadQuery | 0.807 | ✓ | 0.976 | ✓ | 1.000 | — | 35.6s | $0.246 |
| OpenAI o4 (reasoning) → CadQuery | 0.746 | ✓ | 0.957 | ✓ | 0.000 | — | 107.4s | $1.023 |
| Human Baseline (Mech-E) | 0.729 | ✓ | 0.970 | ✓ | 0.000 | — | 850.2s | $6.673 |
| DeepSeek R1 (reasoning) → CadQuery | 0.708 | ✓ | 0.958 | ✓ | 0.000 | — | 86.4s | $0.035 |
| Adam (CADcrush) | 0.706 | ✓ | 0.950 | ✓ | 0.000 | — | 8.4s | $0.307 |
| Zoo Text-to-CAD | 0.681 | ✓ | 0.958 | ✓ | 0.000 | — | 4.5s | $0.171 |
| CAD-Coder R1 | 0.610 | ✓ | 0.944 | ✓ | 0.000 | — | 7.1s | $0.004 |
| Claude Sonnet 4.6 → CadQuery | 0.585 | ✓ | 0.944 | ✓ | 0.000 | — | 22.2s | $0.069 |
| Claude Opus 4.7 → CadQuery | 0.584 | ✓ | 0.942 | ✓ | 0.000 | — | 44.0s | $0.350 |
| Qwen3 Coder → CadQuery | 0.543 | ✓ | 0.934 | ✓ | 0.000 | — | 17.7s | $0.034 |
| GPT-5 Mini → OpenSCAD | 0.524 | ✓ | 0.931 | ✓ | 0.000 | — | 15.7s | $0.008 |
| Claude Opus 4.7 → OpenSCAD | 0.493 | ✓ | 0.923 | × | 0.000 | — | 23.0s | $0.346 |
| Claude Haiku 4.5 → CadQuery | 0.470 | ✓ | 0.924 | × | 0.000 | — | 6.0s | $0.022 |
| Llama 3.3 70B → OpenSCAD | 0.448 | ✓ | 0.920 | × | 0.000 | — | 16.9s | $0.024 |
| DeepCAD | 0.442 | ✓ | 0.920 | × | 0.000 | — | 4.6s | $0.017 |
| Trellis 3D | 0.231 | × | 0.884 | × | 0.000 | — | 10.7s | $0.054 |
| Hunyuan3D-2 | 0.192 | × | 0.877 | × | 0.000 | — | 42.9s | $0.059 |
| Spline AI | 0.166 | × | 0.876 | × | 0.000 | — | 7.9s | $0.042 |
| Gemini 2.5 Pro → OpenSCAD kernel error: BRepCheck_NotClosed | 0.000 | × | 0.000 | — | 0.000 | — | 36.1s | $0.089 |
| Gemini 2.5 Flash → CadQuery kernel error: BRepCheck_NotClosed | 0.000 | × | 0.000 | — | 0.000 | — | 13.8s | $0.018 |